Attestations of agent-written code capture only the terminal verification run — the controls that ran, their results, the governing configuration, and the final commit — while discarding the failed at…
A stealth startup called Gymwasp ran 372 issues through its agentic software factory, The Mandible, over 6 months, and 65% of issues were merge-ready after a single agentic review round, according to …
CircleCI's 2026 State of Software Delivery report, analyzing 28 million workflows, found throughput up 59% year over year while main-branch success rates dropped to 70.8%, a five-year low, and recover…
Adam Jacob, co-founder of Chef, has raised $6.25 million for Swamp, a startup building deterministic AI-agent automation for operational workflows. The SEC filing by Elder Swamp Club Inc. shows $6,249…
A new open-source framework called Swamp enables AI agents to create and execute deterministic, versioned workflows through simple command-line operations, starting with installation via curl and repo…
Adam Jacob, creator of Chef, launched Swamp, a new tool for adaptive workflows and deterministic automation for AI agents, at CfgMgmtCamp in February. Early adopter and developer Paul Stack reported t…
A five-person team at Swamp builds and ships product improvements daily using AI agents, operating without human approval gates between decisions and deployment. VP Product Paul Stack and his colleagu…
Open source maintainers are drowning in AI-generated pull requests where contributors submit code without understanding the codebase, inverting the economics of review. The traditional PR model, which…